diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index ed6f775..e1cdcb1 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -2,7 +2,7 @@
 # See https://pre-commit.com/hooks.html for more hooks
 repos:
 -   repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.5.0
+    rev: v4.6.0
     hooks:
     -   id: trailing-whitespace
     -   id: end-of-file-fixer
@@ -11,15 +11,15 @@ repos:
     -   id: check-case-conflict
     -   id: check-merge-conflict
 -   repo: https://github.com/psf/black
-    rev: 23.10.0
+    rev: 24.8.0
     hooks:
     -   id: black
 -   repo: https://github.com/pycqa/isort
-    rev: 5.12.0
+    rev: 5.13.2
     hooks:
     -   id: isort
 -   repo: https://github.com/pycqa/flake8
-    rev: 6.1.0
+    rev: 7.1.1
     hooks:
     -   id: flake8
 -   repo: https://github.com/pycqa/pydocstyle
diff --git a/phys2denoise/metrics/__init__.py b/phys2denoise/metrics/__init__.py
index 57eeef1..71e03dc 100644
--- a/phys2denoise/metrics/__init__.py
+++ b/phys2denoise/metrics/__init__.py
@@ -1,4 +1,5 @@
 """Metrics derived from physiological signals."""
+
 from .cardiac import cardiac_phase, heart_beat_interval, heart_rate_variability
 from .chest_belt import (
     env,
diff --git a/phys2denoise/metrics/cardiac.py b/phys2denoise/metrics/cardiac.py
index 5b7588d..7c87dc1 100644
--- a/phys2denoise/metrics/cardiac.py
+++ b/phys2denoise/metrics/cardiac.py
@@ -1,4 +1,5 @@
 """Denoising metrics for cardio recordings."""
+
 import numpy as np
 from loguru import logger
 from physutils import io, physio
diff --git a/phys2denoise/metrics/chest_belt.py b/phys2denoise/metrics/chest_belt.py
index 4e080fc..6551c57 100644
--- a/phys2denoise/metrics/chest_belt.py
+++ b/phys2denoise/metrics/chest_belt.py
@@ -1,4 +1,5 @@
 """Denoising metrics for chest belt recordings."""
+
 import numpy as np
 import pandas as pd
 from physutils import io, physio
diff --git a/phys2denoise/metrics/responses.py b/phys2denoise/metrics/responses.py
index 1a2aeee..ad14e8c 100644
--- a/phys2denoise/metrics/responses.py
+++ b/phys2denoise/metrics/responses.py
@@ -1,4 +1,5 @@
 """Miscellaneous utility functions for metric calculation."""
+
 import logging
 
 import numpy as np
diff --git a/phys2denoise/metrics/utils.py b/phys2denoise/metrics/utils.py
index e21a085..6d2e53e 100644
--- a/phys2denoise/metrics/utils.py
+++ b/phys2denoise/metrics/utils.py
@@ -1,4 +1,5 @@
 """Miscellaneous utility functions for metric calculation."""
+
 import functools
 import inspect
 import logging
diff --git a/phys2denoise/references.py b/phys2denoise/references.py
index cb01db5..98dc75a 100644
--- a/phys2denoise/references.py
+++ b/phys2denoise/references.py
@@ -1,4 +1,5 @@
 """References to be imported and injected throughout the package."""
+
 from .due import Doi
 
 BIRN_2006 = Doi("10.1016/j.neuroimage.2006.02.048")
diff --git a/phys2denoise/tests/test_metrics_cardiac.py b/phys2denoise/tests/test_metrics_cardiac.py
index 2d776cf..a6c55a5 100644
--- a/phys2denoise/tests/test_metrics_cardiac.py
+++ b/phys2denoise/tests/test_metrics_cardiac.py
@@ -1,4 +1,5 @@
 """Tests for phys2denoise.metrics.cardiac."""
+
 import numpy as np
 from loguru import logger
 from physutils import physio
diff --git a/phys2denoise/tests/test_metrics_chest_belt.py b/phys2denoise/tests/test_metrics_chest_belt.py
index a4257ec..6e352e3 100644
--- a/phys2denoise/tests/test_metrics_chest_belt.py
+++ b/phys2denoise/tests/test_metrics_chest_belt.py
@@ -1,4 +1,5 @@
 """Tests for phys2denoise.metrics.chest_belt."""
+
 import numpy as np
 from pytest import mark